This is an an AI-powered HR Assistant powered by GPT-4-Turbo. It integrates a suite of tools including SAP HR for employee data retrieval, ServiceNow for ticketing information, GPT4 Vision for OCR capabilities and Code Interpreter for data analysis.
It uses Streamlit as frontend.
- Assistants API: Orchestrates the overall system, managing interactions and data flow.
- GPT-4-Turbo: Acts as the 'brain' of the system, routing to appropriate tools, synthesizing user input and tool output, and generating responses.
- SAP HR (via API): Serves as a data source for answering user queries about their own employee data.
- Azure SQL: Provides data for the time data of user's direct reports. Integrates with SAP HR for data pipeline.
- How-tos for integration: Azure SQL Integration Guide
- Code Interpreter: Facilitates data analysis and visualization (e.g., using Python libraries like pandas, matplotlib) on the time data.
- Azure Cognitive Search (Azure AI Search): Functions as the vector database for HR Policy documents.
- LangChain: Utilized for the vector store retriever within Azure AI Search.
- GPT4 Vision: Employs Optical Character Recognition (OCR) for processing receipts.
- ServiceNow (via API): Acts as a data source for updates on ServiceNow tickets.
- Streamlit: Provides a reliable and lightweight user interface.
# Clone the repository
git clone <repository-url>
# Navigate to the project directory
cd <project-directory>
# Install required Python packages
pip install -r requirements.txt
# Set up environment variables
# Create a .env file and populate it with necessary API keys and IDs
# Run the Streamlit app
streamlit run app.py- Start the Streamlit application.
- Click 'New Thread' to initiate a conversation with the AI HR Assistant.
- Type your HR-related queries or commands and receive responses or actions from the assistant.
- The assistant can process images for OCR, fetch employee data, and handle ticket information.
Feel free to connect with me on:
Linkedin: https://www.linkedin.com/in/stephenbonifacio/
Twitter: https://twitter.com/Stepanogil
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